In addition, DEGs-associated processes of group 5 were significantly enriched in HCC-promoting pathways including oncostatin M signaling pathway, insulin signaling pathway and aryl hydrocarbon receptor pathways43,44 (Fig. 3b). Here, INS is linked to hepatocellular carcinoma.